aws-mlops-fargate

This repo is used for generate aws machine learning models.

Diagram

TODO

Models

Model	Description	Algorithm
User Recommendations	Recommendations of tickers by userid	Factorization Machines
Recommendations SecurityID	Recommendations of securityid by userid	Factorization Machines
Top Recommendations SecurityID	Extension of Recommendations SecurityID. Will recommend top k recommendations for each user using Batch Jobs	K-Nearest Neighbors (k-NN)
ALS Recommendations SecurityID	Recommendations of securityid by userid using a non-AWS built-in algorithm ALS within a PySparkProcessor using Sagemaker Processing Jobs	ALS (Spark)

Structure

.
|____.gitignore
|____ENVVARIABLES.md
|____buildpush.sh
|____CONFIG.md
|____run_task.sh
|____docs
|____requirements.txt
|____templates
| |____template.py
|____Dockerfile
|____HOWTO.md
|____src
| |____models
| | |____operations_recommendations_securityid.py
| | |____recomendation_by_wathclist.py
| | |____recommendations_securityid.py
| | |____ag_recommendations.py
| | |____als_recommendations_securityid.py
| | |____top_recommendations_securityid.py
| | |____user_recommendations.py
| | |____model.py
| |____processing_jobs
| | |____train_spark_als.py
| |____libs
| | |____utils.py
| |____app.py
|____README.md